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Understanding the Link Between Functional Profiles and Intelligence Through Dimensionality Reduction and Graph Analysis

Year: 2025
Type: article
Study design: Observational Study
Abstract: ABSTRACT There is a growing interest in neuroscience for how individual‐specific structural and functional features of the cortex relate to cognitive traits. This work builds on previous research which, by using classical high‐dimensional approaches, has proven that the interindividual variability of functional connectivity (FC) profiles reflects differences in fluid intelligence. To provide an additional perspective into this relationship, the present study uses a recent framework for investigating cortical organization: functional gradients. This approach places local connectivity profiles within a common low‐dimensional space whose axes are functionally interpretable dimensions. Specifically, this study uses a data‐driven approach to model the association between FC variability and interindividual differences in intelligence. For one of these loci, in the right ventral‐lateral prefrontal cortex (vlPFC), we describe an association between fluid intelligence and the relative functional distance of this area from sensory and high‐cognition systems. Furthermore, the topological properties of this region indicate that, with decreasing functional affinity with high‐cognition systems, vlPFC functional connections are more evenly distributed across all networks. Participating in multiple functional networks may reflect a better ability to coordinate sensory and high‐order cognitive systems.
DOI: 10.1002/hbm.70149
Language: English
Open Access status: gold
Estimated APC paid: $3,520
OpenAlex ID: W4407809775
FWCI: 3.846
Cites: 79
Cited by: 8
Related to: 10